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Skill comparison

Compare agent skills before installing.

Put high-signal skills side by side and inspect quality, adoption, freshness, install readiness, use-case fit, and warnings in one place.

Comparing 4 skills

Use this as a shortlist, then open the skill detail page before adopting.

Add more skills

Decision summary

AI For Beginners is the strongest overall pick here because it has a 100/100 readiness score and fits GitHub automation.

Strongest overall

AI For Beginners

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Fastest prototype

AI For Beginners

Best first install candidate based on install readiness and adoption.

Freshest repo

Supervision

Most recent maintenance signal among this shortlist.

SignalAttention Viz

Visualizing query-key interactions in language + vision transformers (VIS 2023)

Nndl

邱锡鹏《神经网络与深度学习》（蒲公英书）理论书 v2 与通识版

AI For Beginners

12 Weeks, 24 Lessons, AI for All!

Supervision

We write your reusable computer vision tools. 💜

Quality
48/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
38/100
Needs manual review

Do a manual repository review before adding this to an agent workflow.

100/100
Production-ready

Use this as a leading candidate, then validate the README and install path in your own agent stack.

100/100
Production-ready

Use this as a leading candidate, then validate the README and install path in your own agent stack.

100/100
Production-ready

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Adoption167 stars
0 installs
19K stars
0 installs
48K stars
0 installs
44K stars
0 installs
FreshnessMay 5, 2024Jun 1, 2026Jun 11, 2026Jun 16, 2026
Use-case fit
GitHub automationCoding agentsRAG and knowledge
Coding agentsRAG and knowledgeBrowser automation
GitHub automationCoding agentsRAG and knowledge
Multimodal mediaCoding agentsRAG and knowledge
Stack fit
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Platform hintsHTML, Computer Vision, Claude Code, OpenAI AgentsMachine Learning, Claude CodeJupyter Notebook, Machine Learning, Claude CodePython, Machine Learning, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forGitHub automation workflows · Claude Code teams · builders willing to evaluate younger projectsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsMultimodal media workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal forteams that require actively maintained dependencies · production agents without a repository reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security review
OpenAgentSkill engagement0 views
0 install copies
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Install
$ npx skills add catherinesyeh/attention-viz
$ npx skills add nndl/nndl
$ npx skills add microsoft/AI-For-Beginners
$ npx skills add roboflow/supervision